机器人中的先进智能控制
Luige Vladareanu1, Hongnian Yu2, Hongbo Wang3
1Institute of Solid Mechanics of the Romanian Academy, 010141 Bucharest, Romania.
Sensors (Basel, Switzerland)
|July 8, 2023
概括
先进的智能控制 (AIC) 为复杂系统提供解决方案. 这项研究探讨了新的AIC策略,以克服当前的局限性,并在动态环境中提高性能.
科学领域:
- 人工智能的人工智能
- 控制系统工程 控制系统工程
- 机器人技术 机器人技术 机器人技术
背景情况:
- 先进的智能控制 (AIC) 是一个复杂且快速发展的领域.
- 在为动态和不确定的环境开发有效的AIC战略方面存在重大挑战.
- 现有的控制方法经常与实时适应和复杂的系统动态作斗争.
研究的目的:
- 研究和开发新的先进的智能控制策略.
- 解决当前AIC应用程序中固有的复杂性和挑战.
- 提高智能控制系统的性能和稳定性.
主要方法:
- 开发新的自适应算法.
- 实现用于系统识别的机器学习技术.
- 对拟议的控制策略进行模拟和实验验证.
主要成果:
- 在系统稳定性和性能方面取得了显著的改进.
- 验证了拟议的AIC方法在处理复杂动态时的有效性.
- 实现了对外部干扰和不确定性的增强强性.
结论:
- 开发的先进智能控制策略为克服现有局限性提供了一个有希望的方法.
- AIC有潜力显著提升自主和智能系统的能力.
- 在AIC进行进一步的研究对于未来的技术进步至关重要.
相关概念视频
Control Systems
1.2K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
At the heart...
1.2K
Control Systems: Applications
663
Electrical engineering plays a pivotal role in our daily lives, with control systems at the heart of many applications, from home appliances to sophisticated space shuttles. Control systems manage and regulate the behavior of devices and processes, ensuring they function safely, correctly, and efficiently.
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
663
Controller Configurations
126
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
126
Open and closed-loop control systems
824
Control systems are foundational elements in automation and engineering. They are broadly categorized into open-loop and closed-loop systems. These classifications hinge on the presence or absence of feedback mechanisms, significantly influencing the system's performance, complexity, and application.
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
824
Hierarchy of Motor Control
2.9K
The hierarchy of motor control refers to the different levels of organization and processing involved in controlling movement in the body. These levels range from higher cortical areas involved in planning and decision-making to lower spinal cord reflexes that respond automatically to external stimuli.
2.9K
Mechanical Systems
243
Mechanical systems are analogous to to electrical networks where springs and masses play similar roles to inductors and capacitors, respectively. A viscous damper in mechanical systems functions similarly to a resistor in electrical networks, dissipating energy. The forces acting on a mass in such systems include an applied force in the direction of motion, counteracted by forces from the spring, a viscous damper, and the mass's acceleration. This interplay of forces is mathematically...
243


